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This looks like it's due to the same issue I had with depthcloud mapping; your camera frames likely need to have an additional suffix "_optical" frame defined with a different orientation (z forward, x right, y down). Then have AprilTag use the "_optical" frame instead of the main camera frame.

See REP 103.